International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Most Trusted Research Journal Since Year 2012

ISSN: 2319-7064



M.Tech / M.E / PhD Thesis | Electronics & Communication Engineering | India | Volume 5 Issue 6, June 2016

Particle Swarm Optimization in Foreground Segmentation for Live Video

Harsha M., Mithra S T

The goal of foreground segmentation is to extract the desired foreground object from input videos and matting problem means the problem of extracting the foreground object accurately. Over the years, there have been significant amount of efforts on how to extract objects from live videos. The support vector machine (SVM) classification is an active research area which solves classification by finding the best hyperplane that separates all data points of one class from those of the other. In many problems of classification, the performances of SVM are often evaluated by the rate of error depends on the optimization method adopted to label the unknown pixels along the boundary. Here, among the methods of different optimization methods, selected the method of PSO (Particle Swarm Optimization) which makes it possible to optimize the performance of classifier and it will enhance the accuracy of the foreground object segmentation of live videos. PSO is a population based stochastic search process, shaped after the social behavior of a bird flock. It is similar to flock of birds migrating towards some destination, where the intelligence and quality lies in the co-operation of an entire flock. So over the iteration, a group of variables have their values adjusted closer to member whose value is closest to the target at any given moment. Foreground segmentation is addressed in the application of new background substitution and shown to create convincingly high quality composite video.

Keywords: Foreground segmentation, Matting, Classifier, Support vector machine, Particle swarm optimization

Edition: Volume 5 Issue 6, June 2016

Pages: 1432 - 1435


How to Cite this Article?

Harsha M., Mithra S T, "Particle Swarm Optimization in Foreground Segmentation for Live Video", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=NOV164466, Volume 5 Issue 6, June 2016, 1432 - 1435

30 PDF Views | 25 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Foreground segmentation'

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1432 - 1435

Particle Swarm Optimization in Foreground Segmentation for Live Video

Harsha M., Mithra S T

Share this article

Review Papers, Electronics & Communication Engineering, India, Volume 3 Issue 7, July 2014

Pages: 2016 - 2018

Highly Optimized and Robust Binarization Technique for Degraded Document Image

Shobhika T. Ingle, S. P. Bhosale

Share this article



Similar Articles with Keyword 'Matting'

Research Paper, Electronics & Communication Engineering, India, Volume 4 Issue 4, April 2015

Pages: 671 - 674

Image Enhancement Techniques in Spatial Domain with Visual Data Mining

Sunanda Nath, Ankit Pawria

Share this article

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1432 - 1435

Particle Swarm Optimization in Foreground Segmentation for Live Video

Harsha M., Mithra S T

Share this article



Similar Articles with Keyword 'Classifier'

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 4 Issue 2, February 2015

Pages: 1335 - 1340

Robust Segmentation and Classification of Histopathological Image

Jincy Wilson, Vipin V. R.

Share this article

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 4 Issue 11, November 2015

Pages: 983 - 987

Classification of Age from Facial Features of Humans

Poonam Shirode, S. M. Handore

Share this article

Research Paper, Electronics & Communication Engineering, India, Volume 5 Issue 9, September 2016

Pages: 1496 - 1499

Rain Streaks Removal in an Image by using Image Decomposition

Priyanka A. Chougule, J. A. Shaikh

Share this article

Research Paper, Electronics & Communication Engineering, India, Volume 6 Issue 3, March 2017

Pages: 1569 - 1573

A Study on Retina: A Unique Identification Using Stereoscopic Retinal Image

Moumita Pal, Bikash Dey

Share this article

Review Papers, Electronics & Communication Engineering, India, Volume 6 Issue 4, April 2017

Pages: 1549 - 1552

A Review on Palmprint Recognition

Harcharan Kaur, Anish Kumar Vishwakarma

Share this article



Similar Articles with Keyword 'Support vector machine'

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 4 Issue 2, February 2015

Pages: 1335 - 1340

Robust Segmentation and Classification of Histopathological Image

Jincy Wilson, Vipin V. R.

Share this article

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1432 - 1435

Particle Swarm Optimization in Foreground Segmentation for Live Video

Harsha M., Mithra S T

Share this article

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1669 - 1672

Discriminating Speech and Nonspeech from Video Signals using SFF VAD

Avani S Babu, Amrutha V Nair

Share this article

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2025 - 2029

Implementation of Human Detection System using DM3730

Amaraneni Srilaxmi, Shaik Khaddar Sharif

Share this article

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 3 Issue 11, November 2014

Pages: 340 - 345

A Semi-Automatic Control Mechanism for Automobile Driver Assistance

K. Sundar, E. V. Narayana

Share this article



Similar Articles with Keyword 'Particle swarm optimization'

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1432 - 1435

Particle Swarm Optimization in Foreground Segmentation for Live Video

Harsha M., Mithra S T

Share this article

Research Paper, Electronics & Communication Engineering, India, Volume 4 Issue 7, July 2015

Pages: 348 - 354

Automated Calculation of Distortion factor for Convex Mirror using Image Processing Technique

Ameen I. Khan, Dr. Mrs. Sunita S. Lokhande

Share this article

Research Paper, Electronics & Communication Engineering, India, Volume 3 Issue 11, November 2014

Pages: 557 - 559

Edge Detection with Execution Time Using Different Optimization Techniques & Their Comparative Analysis

Harinder Singh, Sukhjit Singh

Share this article

Dissertation Chapters, Electronics & Communication Engineering, India, Volume 3 Issue 12, December 2014

Pages: 288 - 292

An Opposition based Harmony Search Approach for Performance Improvement in Linear FIR Filter Design

Dharmendra, Nitin Jain

Share this article

Review Papers, Electronics & Communication Engineering, India, Volume 4 Issue 5, May 2015

Pages: 255 - 260

An Overview on Particle Swarm Optimization: Basic Concepts and Modified Variants

S. D. Chavan, Nisha P. Adgokar

Share this article
Top